{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5abc5788",
   "metadata": {},
   "source": [
    "# Circular Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "42a64ac2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import arviz as az\n",
    "import bambi as bmb\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from matplotlib.lines import Line2D\n",
    "from scipy import stats\n",
    "\n",
    "az.style.use(\"arviz-white\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b2d86d6",
   "metadata": {},
   "source": [
    "Directional statistics, also known as circular statistics or spherical statistics, refers to a branch of statistics dealing with data which domain is the unit circle,  as opposed to \"linear\" data which support is the real line. Circular data is convenient when dealing with directions or rotations. Some examples include temporal periods like hours or days, compass directions, dihedral angles in biomolecules, etc.\n",
    "\n",
    "The fact that a Sunday can be both the day before or after a Monday, or that 0 is a \"better average\" for 2 and 358 degrees than 180 are illustrations that circular data and circular statistical methods are better equipped to deal with this kind of problem than the more familiar methods [\\[1\\]](https://en.wikipedia.org/wiki/Directional_statistics).\n",
    "\n",
    "There are a few circular distributions, one of them is the [VonMises distribution](https://en.wikipedia.org/wiki/Von_Mises_distribution), that we can think as the cousin of the Gaussian that lives in circular space. The domain of this distribution is any interval of length $2\\pi$. We are going to adopt the convention that the interval goes from $-\\pi$ to $\\pi$, so for example 0 radians is the same as $2\\pi$. The VonMises is defined using two parameters, the circular mean $\\mu$ and the concentration $\\kappa$. The higher the value of with $\\kappa$ the more concentrated the distribution is around $\\mu$. Let see a few examples of the VonMises family:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "05a08dbd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-np.pi, np.pi, 200)\n",
    "mus = [0., 0., 0.,  -2.5]\n",
    "kappas = [.001, 0.5,  3, 0.5]\n",
    "for mu, kappa in zip(mus, kappas):\n",
    "    pdf = stats.vonmises.pdf(x, kappa, loc=mu)\n",
    "    plt.plot(x, pdf, label=r'$\\mu$ = {}, $\\kappa$ = {}'.format(mu, kappa))\n",
    "plt.yticks([])\n",
    "plt.legend(loc=1);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "978cb1cd",
   "metadata": {},
   "source": [
    "Bambi supports circular regression with the VonMises family, to exemplify this we are going to use a dataset from the following experiment. 31 periwinkles (a kind of sea snail) were removed from it original place and released down shore. Then, our task is to model the direction of motion as function of the distance travelled by them after being release."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0b17723f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>distance</th>\n",
       "      <th>direction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>107</td>\n",
       "      <td>1.169371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>46</td>\n",
       "      <td>1.151917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>33</td>\n",
       "      <td>1.291544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>67</td>\n",
       "      <td>1.064651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>122</td>\n",
       "      <td>1.012291</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   distance  direction\n",
       "0       107   1.169371\n",
       "1        46   1.151917\n",
       "2        33   1.291544\n",
       "3        67   1.064651\n",
       "4       122   1.012291"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = bmb.load_data(\"periwinkles\")\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ba9f950",
   "metadata": {},
   "source": [
    "Just to compare results, we are going to use the VonMises family and the normal (default) family."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e8764c4e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [kappa, Intercept, distance]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d8d544f96c5a445485f83520582d2f86",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n",
      "Initializing NUTS using jitter+adapt_diag...\n",
      "Multiprocess sampling (4 chains in 4 jobs)\n",
      "NUTS: [sigma, Intercept, distance]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c8ce5eafa08c4254b49baf293be7baf1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"></pre>\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n"
     ]
    }
   ],
   "source": [
    "model_vm = bmb.Model(\n",
    "    \"direction ~ distance\",\n",
    "    data,\n",
    "    family=\"vonmises\",\n",
    "    priors={\"Intercept\": bmb.Prior(\"Normal\", sigma=1)} # Identifiability reasons\n",
    ")\n",
    "idata_vm = model_vm.fit(include_response_params=True)\n",
    "\n",
    "model_n = bmb.Model(\"direction ~ distance\", data)\n",
    "idata_n = model_n.fit(include_response_params=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "04e0081c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Default computed for conditional variable: distance\n",
      "Default computed for conditional variable: distance\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1,2, figsize=(8, 4), sharey=True)\n",
    "\n",
    "bmb.interpret.plot_predictions(model_vm, idata_vm, \"distance\", ax=axes[0])\n",
    "axes[0].plot(data.distance, data.direction, \"k.\")\n",
    "axes[0].set(\n",
    "    xlabel=\"Distance travelled (in m)\",\n",
    "    ylabel=\"Direction of travel (radians)\",\n",
    "    title=\"VonMises family\"\n",
    ")\n",
    "\n",
    "bmb.interpret.plot_predictions(model_n, idata_n, \"distance\", ax=axes[1])\n",
    "axes[1].plot(data.distance, data.direction, \"k.\")\n",
    "axes[1].set(xlabel=\"Distance travelled (in m)\", ylabel=None, title=\"Normal family\");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08e175e8",
   "metadata": {},
   "source": [
    "We can see that there is a negative relationship between distance and direction. This could be explained as Periwinkles travelling in a direction towards the sea travelled shorter distances than those travelling in directions away from it. From a biological perspective, this could have been due to a propensity of the periwinkles to stop moving once they are close to the sea.\n",
    "\n",
    "We can also see that if inadvertently we had assumed a normal response we would have obtained a fit with higher uncertainty and more importantly the wrong sign for the relationship.\n",
    "\n",
    "As a last step for this example we are going to do a posterior predictive check. In the figure below we have to panels showing the same data, with the only difference that the on the right is using a polar projection and the KDE are computing taking into account the circularity of the data.\n",
    "\n",
    "We can see that our modeling is failing at capturing the bimodality in the data (with mode around 1.6 and $\\pm \\pi$) and hence the predicted distribution is wider and with a mean closer to $\\pm \\pi$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "657aad3f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 5))\n",
    "ax0 = plt.subplot(121)\n",
    "ax1 = plt.subplot(122, projection=\"polar\")\n",
    "\n",
    "model_vm.predict(idata_vm, kind=\"response\")\n",
    "pp_samples = az.extract(\n",
    "    idata_vm,\n",
    "    group=\"posterior_predictive\",\n",
    "    var_names=\"direction\",\n",
    "    num_samples=200\n",
    ")\n",
    "colors = [\"C0\" , \"k\", \"C1\"]\n",
    "\n",
    "for ax, circ in zip((ax0, ax1), (False, \"radians\", colors)):\n",
    "    for s in pp_samples:\n",
    "        az.plot_kde(\n",
    "            s.values, plot_kwargs={\"color\":colors[0], \"alpha\": 0.25}, is_circular=circ, ax=ax\n",
    "        )\n",
    "\n",
    "    az.plot_kde(\n",
    "        idata_vm.observed_data[\"direction\"].values,\n",
    "        plot_kwargs={\"color\":colors[1], \"lw\":3},\n",
    "        is_circular=circ,\n",
    "        ax=ax\n",
    "    )\n",
    "    az.plot_kde(\n",
    "        idata_vm.posterior_predictive[\"direction\"].values,\n",
    "        plot_kwargs={\"color\":colors[2], \"ls\":\"--\", \"lw\":3},\n",
    "        is_circular=circ,\n",
    "        ax=ax\n",
    "    )\n",
    "\n",
    "custom_lines = [Line2D([0], [0], color=c) for c in colors]\n",
    "\n",
    "ax0.legend(custom_lines, [\"posterior_predictive\", \"Observed\", 'mean posterior predictive'])\n",
    "ax0.set_yticks([])\n",
    "fig.suptitle(\"Directions (radians)\", fontsize=18);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "058ec8c5",
   "metadata": {},
   "source": [
    "We have shown an example of regression where the response variable is circular and the covariates are linear. This is sometimes refereed as linear-circular regression in order to distinguish it from other cases. Namely, when the response is linear and the covariates (or at least one of them) is circular the name circular-linear regression is often used. And when both covariates and the response variables are circular, we have a circular-circular regression. When the covariates are circular they are usually modelled with the help of sin and cosine functions. You can read more about this kind of regression and other circular statistical methods in the following books.\n",
    "\n",
    "\n",
    "* [Circular statistics in R](https://global.oup.com/academic/product/circular-statistics-in-r-9780199671137)\n",
    "* [Modern directional statistics](https://www.routledge.com/Modern-Directional-Statistics/Ley-Verdebout/p/book/9780367573010)\n",
    "* [Applied Directional Statistics ](https://www.routledge.com/Applied-Directional-Statistics-Modern-Methods-and-Case-Studies/Ley-Verdebout/p/book/9780367733452)\n",
    "* [Directional Statistics](https://www.wiley.com/en-us/Directional+Statistics-p-9780471953333)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e11960e8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Last updated: Sat Nov 22 2025\n",
      "\n",
      "Python implementation: CPython\n",
      "Python version       : 3.13.9\n",
      "IPython version      : 9.6.0\n",
      "\n",
      "matplotlib: 3.10.7\n",
      "arviz     : 0.22.0\n",
      "bambi     : 0.15.1.dev41+g386f0dfad.d20251122\n",
      "scipy     : 1.16.2\n",
      "numpy     : 2.3.3\n",
      "\n",
      "Watermark: 2.5.0\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%load_ext watermark\n",
    "%watermark -n -u -v -iv -w"
   ]
  }
 ],
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